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Learner Reviews & Feedback for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization by DeepLearning.AI

57,297 ratings
6,579 reviews

About the Course

In the second course of the Deep Learning Specialization, you will open the deep learning black box to understand the processes that drive performance and generate good results systematically. By the end, you will learn the best practices to train and develop test sets and analyze bias/variance for building deep learning applications; be able to use standard neural network techniques such as initialization, L2 and dropout regularization, hyperparameter tuning, batch normalization, and gradient checking; implement and apply a variety of optimization algorithms, such as mini-batch gradient descent, Momentum, RMSprop and Adam, and check for their convergence; and implement a neural network in TensorFlow. The Deep Learning Specialization is our foundational program that will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology. It provides a pathway for you to gain the knowledge and skills to apply machine learning to your work, level up your technical career, and take the definitive step in the world of AI....

Top reviews

Jan 13, 2020

After completion of this course I know which values to look at if my ML model is not performing up to the task. It is a detailed but not too complicated course to understand the parameters used by ML.

Oct 8, 2019

I really enjoyed this course. Many details are given here that are crucial to gain experience and tips on things that looks easy at first sight but are important for a faster ML project implementation

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4351 - 4375 of 6,499 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Kun W Y

Mar 4, 2018

Very nice course!

By Chang S

Feb 4, 2018

Very good course.

By Zach P

Jan 8, 2018

Excellent course.

By Rodrigo T

Dec 25, 2017

Excellent Course!

By Joaquin T

Dec 23, 2017

Amazing, as usual

By Lv s

Dec 21, 2017

吴恩达老师的课讲解的非常棒 !!!

By Shangyu Y

Dec 9, 2017

Excellent course!

By xiyan

Nov 22, 2017

Excellent course!

By Etienne R

Nov 19, 2017

Really complete !

By Feliu S B

Nov 11, 2017

Very well taught.

By Michael O

Nov 10, 2017

Excellent course!

By Alexandre E

Nov 10, 2017

fantastic insight

By 林杰

Nov 5, 2017


By pratik p

Oct 28, 2017

Excellent course!

By 刘斌

Oct 12, 2017

Marvelous Course!

By Jinxi W

Sep 28, 2017

Very good course!

By Howell Z

Sep 11, 2017

Excellent course!

By Mouhamadou O S

Sep 4, 2017

Excellent course!

By Eric

Sep 3, 2017

So helpful !!!!!!

By Harpro R

Dec 29, 2020

Very nice course

By Cyril E

Nov 27, 2020

Very good course

By Steven J A B G

Nov 24, 2020

excellent course


Oct 31, 2020

nice explination

By Mariam M A

Oct 10, 2020

excellent course

By Adith R K

Sep 26, 2020

excellent course